Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 236 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 44.2 KiB |
| Average record size in memory | 192.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 7 |
Card_Category has constant value "" | Constant |
Customer_Age is highly overall correlated with Months_on_book | High correlation |
Months_on_book is highly overall correlated with Customer_Age | High correlation |
Months_Inactive_12_mon is highly overall correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 and 1 other fields | High correlation |
Contacts_Count_12_mon is highly overall correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 and 1 other fields | High correlation |
Credit_Limit is highly overall correlated with Avg_Open_To_Buy and 1 other fields | High correlation |
Total_Revolving_Bal is highly overall correlated with Avg_Utilization_Ratio and 1 other fields | High correlation |
Avg_Open_To_Buy is highly overall correlated with Credit_Limit and 1 other fields | High correlation |
Total_Trans_Amt is highly overall correlated with Total_Trans_Ct | High correlation |
Total_Trans_Ct is highly overall correlated with Total_Trans_Amt and 1 other fields | High correlation |
Avg_Utilization_Ratio is highly overall correlated with Credit_Limit and 2 other fields | High correlation |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 is highly overall correlated with Months_Inactive_12_mon and 3 other fields | High correlation |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 is highly overall correlated with Months_Inactive_12_mon and 3 other fields | High correlation |
Attrition_Flag is highly overall correlated with Total_Revolving_Bal and 3 other fields | High correlation |
Gender is highly overall correlated with Income_Category | High correlation |
Income_Category is highly overall correlated with Gender | High correlation |
CLIENTNUM has unique values | Unique |
Dependent_count has 13 (5.5%) zeros | Zeros |
Contacts_Count_12_mon has 12 (5.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-06 07:52:26.739139 |
|---|---|
| Analysis finished | 2023-11-06 07:52:45.989737 |
| Duration | 19.25 seconds |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
CLIENTNUM
Real number (ℝ)
UNIQUE 
| Distinct | 236 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3771506 × 108 |
| Minimum | 7.0808696 × 108 |
|---|---|
| Maximum | 8.2828833 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 7.0808696 × 108 |
|---|---|
| 5-th percentile | 7.0892109 × 108 |
| Q1 | 7.1282461 × 108 |
| median | 7.1682127 × 108 |
| Q3 | 7.7246521 × 108 |
| 95-th percentile | 8.184641 × 108 |
| Maximum | 8.2828833 × 108 |
| Range | 1.2020138 × 108 |
| Interquartile range (IQR) | 59640600 |
Descriptive statistics
| Standard deviation | 37241902 |
|---|---|
| Coefficient of variation (CV) | 0.050482774 |
| Kurtosis | -0.25852112 |
| Mean | 7.3771506 × 108 |
| Median Absolute Deviation (MAD) | 4938712.5 |
| Skewness | 1.1470084 |
| Sum | 1.7410075 × 1011 |
| Variance | 1.3869593 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 784725333 | 1 | 0.4% |
| 713772333 | 1 | 0.4% |
| 772243833 | 1 | 0.4% |
| 789095958 | 1 | 0.4% |
| 708397008 | 1 | 0.4% |
| 822121608 | 1 | 0.4% |
| 779405133 | 1 | 0.4% |
| 789907533 | 1 | 0.4% |
| 823908858 | 1 | 0.4% |
| 716689383 | 1 | 0.4% |
| Other values (226) | 226 |
| Value | Count | Frequency (%) |
| 708086958 | 1 | |
| 708134283 | 1 | |
| 708334158 | 1 | |
| 708397008 | 1 | |
| 708426483 | 1 | |
| 708575058 | 1 | |
| 708597558 | 1 | |
| 708702258 | 1 | |
| 708829758 | 1 | |
| 708860358 | 1 |
| Value | Count | Frequency (%) |
| 828288333 | 1 | |
| 827964858 | 1 | |
| 827901183 | 1 | |
| 826548708 | 1 | |
| 826467333 | 1 | |
| 823928058 | 1 | |
| 823908858 | 1 | |
| 823621083 | 1 | |
| 822121608 | 1 | |
| 821759658 | 1 |
Attrition_Flag
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| Existing Customer | |
|---|---|
| Attrited Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
Characters and Unicode
| Total characters | 4012 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Existing Customer |
|---|---|
| 2nd row | Existing Customer |
| 3rd row | Existing Customer |
| 4th row | Existing Customer |
| 5th row | Existing Customer |
Common Values
| Value | Count | Frequency (%) |
| Existing Customer | 186 | |
| Attrited Customer | 50 | 21.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| customer | 236 | |
| existing | 186 | |
| attrited | 50 | 10.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 572 | |
| i | 422 | |
| s | 422 | |
| e | 286 | 7.1% |
| r | 286 | 7.1% |
| 236 | 5.9% | |
| C | 236 | 5.9% |
| u | 236 | 5.9% |
| o | 236 | 5.9% |
| m | 236 | 5.9% |
| Other values (6) | 844 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3304 | |
| Uppercase Letter | 472 | 11.8% |
| Space Separator | 236 | 5.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 572 | |
| i | 422 | |
| s | 422 | |
| e | 286 | |
| r | 286 | |
| u | 236 | |
| o | 236 | |
| m | 236 | |
| x | 186 | 5.6% |
| n | 186 | 5.6% |
| Other values (2) | 236 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 236 | |
| E | 186 | |
| A | 50 | 10.6% |
Space Separator
| Value | Count | Frequency (%) |
| 236 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3776 | |
| Common | 236 | 5.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 572 | |
| i | 422 | |
| s | 422 | |
| e | 286 | |
| r | 286 | |
| C | 236 | 6.2% |
| u | 236 | 6.2% |
| o | 236 | 6.2% |
| m | 236 | 6.2% |
| E | 186 | 4.9% |
| Other values (5) | 658 |
Common
| Value | Count | Frequency (%) |
| 236 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4012 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 572 | |
| i | 422 | |
| s | 422 | |
| e | 286 | 7.1% |
| r | 286 | 7.1% |
| 236 | 5.9% | |
| C | 236 | 5.9% |
| u | 236 | 5.9% |
| o | 236 | 5.9% |
| m | 236 | 5.9% |
| Other values (6) | 844 |
Customer_Age
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 30 |
|---|---|
| Distinct (%) | 12.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.915254 |
| Minimum | 29 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 29 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 42 |
| median | 47.5 |
| Q3 | 51 |
| 95-th percentile | 57.25 |
| Maximum | 60 |
| Range | 31 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.803724 |
|---|---|
| Coefficient of variation (CV) | 0.14502157 |
| Kurtosis | -0.51037152 |
| Mean | 46.915254 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | -0.24171156 |
| Sum | 11072 |
| Variance | 46.29066 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51 | 18 | 7.6% |
| 45 | 17 | 7.2% |
| 48 | 16 | 6.8% |
| 49 | 14 | 5.9% |
| 54 | 12 | 5.1% |
| 50 | 12 | 5.1% |
| 42 | 12 | 5.1% |
| 47 | 11 | 4.7% |
| 46 | 11 | 4.7% |
| 56 | 9 | 3.8% |
| Other values (20) | 104 |
| Value | Count | Frequency (%) |
| 29 | 1 | 0.4% |
| 30 | 1 | 0.4% |
| 31 | 2 | 0.8% |
| 34 | 5 | |
| 35 | 6 | |
| 36 | 2 | 0.8% |
| 37 | 8 | |
| 38 | 7 | |
| 39 | 7 | |
| 40 | 5 |
| Value | Count | Frequency (%) |
| 60 | 2 | 0.8% |
| 59 | 8 | |
| 58 | 2 | 0.8% |
| 57 | 6 | 2.5% |
| 56 | 9 | |
| 55 | 7 | 3.0% |
| 54 | 12 | |
| 53 | 5 | 2.1% |
| 52 | 7 | 3.0% |
| 51 | 18 |
Gender
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 236 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | F |
| 4th row | M |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| F | 127 | |
| M | 109 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 127 | |
| m | 109 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 127 | |
| M | 109 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 236 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 127 | |
| M | 109 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 236 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 127 | |
| M | 109 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 236 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 127 | |
| M | 109 |
Dependent_count
Real number (ℝ)
ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4872881 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 13 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1867385 |
|---|---|
| Coefficient of variation (CV) | 0.47712146 |
| Kurtosis | -0.24529301 |
| Mean | 2.4872881 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.061956383 |
| Sum | 587 |
| Variance | 1.4083484 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 79 | |
| 2 | 69 | |
| 1 | 33 | |
| 4 | 31 | 13.1% |
| 0 | 13 | 5.5% |
| 5 | 11 | 4.7% |
| Value | Count | Frequency (%) |
| 0 | 13 | 5.5% |
| 1 | 33 | |
| 2 | 69 | |
| 3 | 79 | |
| 4 | 31 | 13.1% |
| 5 | 11 | 4.7% |
| Value | Count | Frequency (%) |
| 5 | 11 | 4.7% |
| 4 | 31 | 13.1% |
| 3 | 79 | |
| 2 | 69 | |
| 1 | 33 | |
| 0 | 13 | 5.5% |
Education_Level
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| Graduate | |
|---|---|
| High School | |
| Uneducated | |
| Unknown | |
| College |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 8.7923729 |
| Min length | 7 |
Characters and Unicode
| Total characters | 2075 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High School |
|---|---|
| 2nd row | Graduate |
| 3rd row | Graduate |
| 4th row | Doctorate |
| 5th row | Uneducated |
Common Values
| Value | Count | Frequency (%) |
| Graduate | 86 | |
| High School | 47 | |
| Uneducated | 39 | |
| Unknown | 27 | 11.4% |
| College | 21 | 8.9% |
| Doctorate | 16 | 6.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduate | 86 | |
| high | 47 | |
| school | 47 | |
| uneducated | 39 | |
| unknown | 27 | 9.5% |
| college | 21 | 7.4% |
| doctorate | 16 | 5.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 227 | 10.9% |
| e | 222 | 10.7% |
| o | 174 | 8.4% |
| d | 164 | 7.9% |
| t | 157 | 7.6% |
| u | 125 | 6.0% |
| n | 120 | 5.8% |
| r | 102 | 4.9% |
| c | 102 | 4.9% |
| h | 94 | 4.5% |
| Other values (12) | 588 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1745 | |
| Uppercase Letter | 283 | 13.6% |
| Space Separator | 47 | 2.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 227 | |
| e | 222 | |
| o | 174 | |
| d | 164 | |
| t | 157 | |
| u | 125 | |
| n | 120 | |
| r | 102 | 5.8% |
| c | 102 | 5.8% |
| h | 94 | 5.4% |
| Other values (5) | 258 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 86 | |
| U | 66 | |
| S | 47 | |
| H | 47 | |
| C | 21 | 7.4% |
| D | 16 | 5.7% |
Space Separator
| Value | Count | Frequency (%) |
| 47 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2028 | |
| Common | 47 | 2.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 227 | |
| e | 222 | |
| o | 174 | 8.6% |
| d | 164 | 8.1% |
| t | 157 | 7.7% |
| u | 125 | 6.2% |
| n | 120 | 5.9% |
| r | 102 | 5.0% |
| c | 102 | 5.0% |
| h | 94 | 4.6% |
| Other values (11) | 541 |
Common
| Value | Count | Frequency (%) |
| 47 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2075 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 227 | 10.9% |
| e | 222 | 10.7% |
| o | 174 | 8.4% |
| d | 164 | 7.9% |
| t | 157 | 7.6% |
| u | 125 | 6.0% |
| n | 120 | 5.8% |
| r | 102 | 4.9% |
| c | 102 | 4.9% |
| h | 94 | 4.5% |
| Other values (12) | 588 |
Marital_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| Married | |
|---|---|
| Single | |
| Unknown | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.6610169 |
| Min length | 6 |
Characters and Unicode
| Total characters | 1572 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Unknown |
| 3rd row | Married |
| 4th row | Single |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 109 | |
| Single | 94 | |
| Unknown | 19 | 8.1% |
| Divorced | 14 | 5.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 109 | |
| single | 94 | |
| unknown | 19 | 8.1% |
| divorced | 14 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 232 | |
| i | 217 | |
| e | 217 | |
| n | 151 | |
| d | 123 | |
| M | 109 | |
| a | 109 | |
| l | 94 | |
| g | 94 | |
| S | 94 | |
| Other values (7) | 132 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1336 | |
| Uppercase Letter | 236 | 15.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 232 | |
| i | 217 | |
| e | 217 | |
| n | 151 | |
| d | 123 | |
| a | 109 | |
| l | 94 | |
| g | 94 | |
| o | 33 | 2.5% |
| k | 19 | 1.4% |
| Other values (3) | 47 | 3.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 109 | |
| S | 94 | |
| U | 19 | 8.1% |
| D | 14 | 5.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1572 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 232 | |
| i | 217 | |
| e | 217 | |
| n | 151 | |
| d | 123 | |
| M | 109 | |
| a | 109 | |
| l | 94 | |
| g | 94 | |
| S | 94 | |
| Other values (7) | 132 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1572 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 232 | |
| i | 217 | |
| e | 217 | |
| n | 151 | |
| d | 123 | |
| M | 109 | |
| a | 109 | |
| l | 94 | |
| g | 94 | |
| S | 94 | |
| Other values (7) | 132 |
Income_Category
Categorical
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $60K - $80K | |
| Unknown | |
| $80K - $120K |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 11.262712 |
| Min length | 7 |
Characters and Unicode
| Total characters | 2658 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | $40K - $60K |
|---|---|
| 2nd row | $40K - $60K |
| 3rd row | Unknown |
| 4th row | Less than $40K |
| 5th row | $40K - $60K |
Common Values
| Value | Count | Frequency (%) |
| Less than $40K | 76 | |
| $40K - $60K | 47 | |
| $60K - $80K | 39 | |
| Unknown | 34 | |
| $80K - $120K | 26 | 11.0% |
| $120K + | 14 | 5.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 126 | ||
| 40k | 123 | |
| 60k | 86 | |
| less | 76 | |
| than | 76 | |
| 80k | 65 | |
| 120k | 40 | 6.4% |
| unknown | 34 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 390 | ||
| K | 314 | |
| 0 | 314 | |
| $ | 314 | |
| n | 178 | 6.7% |
| s | 152 | 5.7% |
| 4 | 123 | 4.6% |
| - | 112 | 4.2% |
| 6 | 86 | 3.2% |
| e | 76 | 2.9% |
| Other values (12) | 599 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 736 | |
| Decimal Number | 668 | |
| Uppercase Letter | 424 | |
| Space Separator | 390 | |
| Currency Symbol | 314 | |
| Dash Punctuation | 112 | 4.2% |
| Math Symbol | 14 | 0.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 178 | |
| s | 152 | |
| e | 76 | |
| a | 76 | |
| h | 76 | |
| t | 76 | |
| k | 34 | 4.6% |
| o | 34 | 4.6% |
| w | 34 | 4.6% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 314 | |
| 4 | 123 | 18.4% |
| 6 | 86 | 12.9% |
| 8 | 65 | 9.7% |
| 1 | 40 | 6.0% |
| 2 | 40 | 6.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 314 | |
| L | 76 | 17.9% |
| U | 34 | 8.0% |
Space Separator
| Value | Count | Frequency (%) |
| 390 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 314 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 112 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 14 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1498 | |
| Latin | 1160 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| K | 314 | |
| n | 178 | |
| s | 152 | |
| e | 76 | 6.6% |
| L | 76 | 6.6% |
| a | 76 | 6.6% |
| h | 76 | 6.6% |
| t | 76 | 6.6% |
| U | 34 | 2.9% |
| k | 34 | 2.9% |
| Other values (2) | 68 | 5.9% |
Common
| Value | Count | Frequency (%) |
| 390 | ||
| 0 | 314 | |
| $ | 314 | |
| 4 | 123 | 8.2% |
| - | 112 | 7.5% |
| 6 | 86 | 5.7% |
| 8 | 65 | 4.3% |
| 1 | 40 | 2.7% |
| 2 | 40 | 2.7% |
| + | 14 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2658 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 390 | ||
| K | 314 | |
| 0 | 314 | |
| $ | 314 | |
| n | 178 | 6.7% |
| s | 152 | 5.7% |
| 4 | 123 | 4.6% |
| - | 112 | 4.2% |
| 6 | 86 | 3.2% |
| e | 76 | 2.9% |
| Other values (12) | 599 |
Card_Category
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| Blue |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 944 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Blue |
|---|---|
| 2nd row | Blue |
| 3rd row | Blue |
| 4th row | Blue |
| 5th row | Blue |
Common Values
| Value | Count | Frequency (%) |
| Blue | 236 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| blue | 236 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 236 | |
| l | 236 | |
| u | 236 | |
| e | 236 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 708 | |
| Uppercase Letter | 236 | 25.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 236 | |
| u | 236 | |
| e | 236 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 236 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 944 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 236 | |
| l | 236 | |
| u | 236 | |
| e | 236 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 944 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 236 | |
| l | 236 | |
| u | 236 | |
| e | 236 |
Months_on_book
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 36 |
|---|---|
| Distinct (%) | 15.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.254237 |
| Minimum | 13 |
|---|---|
| Maximum | 54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 32 |
| median | 36 |
| Q3 | 41 |
| 95-th percentile | 48 |
| Maximum | 54 |
| Range | 41 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.2595486 |
|---|---|
| Coefficient of variation (CV) | 0.20024 |
| Kurtosis | 0.19787446 |
| Mean | 36.254237 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.20608805 |
| Sum | 8556 |
| Variance | 52.701046 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 55 | |
| 40 | 11 | 4.7% |
| 39 | 11 | 4.7% |
| 41 | 11 | 4.7% |
| 35 | 10 | 4.2% |
| 46 | 10 | 4.2% |
| 37 | 9 | 3.8% |
| 43 | 9 | 3.8% |
| 28 | 8 | 3.4% |
| 32 | 7 | 3.0% |
| Other values (26) | 95 |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.4% |
| 19 | 3 | 1.3% |
| 20 | 2 | 0.8% |
| 22 | 5 | |
| 23 | 3 | 1.3% |
| 24 | 1 | 0.4% |
| 25 | 3 | 1.3% |
| 26 | 6 | |
| 27 | 5 | |
| 28 | 8 |
| Value | Count | Frequency (%) |
| 54 | 1 | 0.4% |
| 53 | 2 | 0.8% |
| 52 | 1 | 0.4% |
| 51 | 1 | 0.4% |
| 50 | 2 | 0.8% |
| 49 | 4 | 1.7% |
| 48 | 2 | 0.8% |
| 47 | 7 | |
| 46 | 10 | |
| 45 | 3 | 1.3% |
Total_Relationship_Count
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 236 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 2 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 100 | |
| 4 | 77 | |
| 2 | 59 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 100 | |
| 4 | 77 | |
| 2 | 59 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 100 | |
| 4 | 77 | |
| 2 | 59 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 236 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 100 | |
| 4 | 77 | |
| 2 | 59 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 236 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 100 | |
| 4 | 77 | |
| 2 | 59 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 236 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 100 | |
| 4 | 77 | |
| 2 | 59 |
Months_Inactive_12_mon
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4491525 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0766177 |
|---|---|
| Coefficient of variation (CV) | 0.43958785 |
| Kurtosis | 1.6293992 |
| Mean | 2.4491525 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.8652136 |
| Sum | 578 |
| Variance | 1.1591057 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 96 | |
| 2 | 73 | |
| 1 | 47 | |
| 4 | 9 | 3.8% |
| 6 | 6 | 2.5% |
| 5 | 5 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 47 | |
| 2 | 73 | |
| 3 | 96 | |
| 4 | 9 | 3.8% |
| 5 | 5 | 2.1% |
| 6 | 6 | 2.5% |
| Value | Count | Frequency (%) |
| 6 | 6 | 2.5% |
| 5 | 5 | 2.1% |
| 4 | 9 | 3.8% |
| 3 | 96 | |
| 2 | 73 | |
| 1 | 47 |
Contacts_Count_12_mon
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4915254 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 12 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.75 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0895696 |
|---|---|
| Coefficient of variation (CV) | 0.43731025 |
| Kurtosis | -0.1872477 |
| Mean | 2.4915254 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.39618076 |
| Sum | 588 |
| Variance | 1.1871619 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 94 | |
| 2 | 62 | |
| 4 | 34 | 14.4% |
| 1 | 31 | 13.1% |
| 0 | 12 | 5.1% |
| 5 | 3 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 12 | 5.1% |
| 1 | 31 | 13.1% |
| 2 | 62 | |
| 3 | 94 | |
| 4 | 34 | 14.4% |
| 5 | 3 | 1.3% |
| Value | Count | Frequency (%) |
| 5 | 3 | 1.3% |
| 4 | 34 | 14.4% |
| 3 | 94 | |
| 2 | 62 | |
| 1 | 31 | 13.1% |
| 0 | 12 | 5.1% |
Credit_Limit
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 233 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5730.9831 |
| Minimum | 3022 |
|---|---|
| Maximum | 9959 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 3022 |
|---|---|
| 5-th percentile | 3137.75 |
| Q1 | 3854.5 |
| median | 5250.5 |
| Q3 | 7470 |
| 95-th percentile | 9365.5 |
| Maximum | 9959 |
| Range | 6937 |
| Interquartile range (IQR) | 3615.5 |
Descriptive statistics
| Standard deviation | 2087.4199 |
|---|---|
| Coefficient of variation (CV) | 0.36423417 |
| Kurtosis | -1.1254706 |
| Mean | 5730.9831 |
| Median Absolute Deviation (MAD) | 1656 |
| Skewness | 0.45669875 |
| Sum | 1352512 |
| Variance | 4357321.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3137 | 2 | 0.8% |
| 9959 | 2 | 0.8% |
| 4196 | 2 | 0.8% |
| 4170 | 1 | 0.4% |
| 7106 | 1 | 0.4% |
| 8446 | 1 | 0.4% |
| 3186 | 1 | 0.4% |
| 7603 | 1 | 0.4% |
| 3805 | 1 | 0.4% |
| 7116 | 1 | 0.4% |
| Other values (223) | 223 |
| Value | Count | Frequency (%) |
| 3022 | 1 | |
| 3034 | 1 | |
| 3054 | 1 | |
| 3073 | 1 | |
| 3085 | 1 | |
| 3097 | 1 | |
| 3104 | 1 | |
| 3108 | 1 | |
| 3128 | 1 | |
| 3131 | 1 |
| Value | Count | Frequency (%) |
| 9959 | 2 | |
| 9863 | 1 | |
| 9749 | 1 | |
| 9705 | 1 | |
| 9703 | 1 | |
| 9595 | 1 | |
| 9589 | 1 | |
| 9546 | 1 | |
| 9463 | 1 | |
| 9457 | 1 |
Total_Revolving_Bal
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 185 |
|---|---|
| Distinct (%) | 78.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 752.74576 |
| Minimum | 134 |
|---|---|
| Maximum | 996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 134 |
|---|---|
| 5-th percentile | 342 |
| Q1 | 659 |
| median | 778.5 |
| Q3 | 906.5 |
| 95-th percentile | 982.75 |
| Maximum | 996 |
| Range | 862 |
| Interquartile range (IQR) | 247.5 |
Descriptive statistics
| Standard deviation | 192.4861 |
|---|---|
| Coefficient of variation (CV) | 0.25571196 |
| Kurtosis | 1.156547 |
| Mean | 752.74576 |
| Median Absolute Deviation (MAD) | 125 |
| Skewness | -1.1036054 |
| Sum | 177648 |
| Variance | 37050.897 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 795 | 4 | 1.7% |
| 622 | 3 | 1.3% |
| 764 | 3 | 1.3% |
| 859 | 3 | 1.3% |
| 938 | 3 | 1.3% |
| 710 | 3 | 1.3% |
| 845 | 3 | 1.3% |
| 996 | 2 | 0.8% |
| 659 | 2 | 0.8% |
| 847 | 2 | 0.8% |
| Other values (175) | 208 |
| Value | Count | Frequency (%) |
| 134 | 1 | |
| 145 | 1 | |
| 157 | 1 | |
| 193 | 1 | |
| 199 | 1 | |
| 204 | 1 | |
| 211 | 1 | |
| 232 | 1 | |
| 243 | 1 | |
| 274 | 1 |
| Value | Count | Frequency (%) |
| 996 | 2 | |
| 995 | 2 | |
| 994 | 1 | |
| 993 | 1 | |
| 990 | 1 | |
| 989 | 1 | |
| 986 | 2 | |
| 985 | 2 | |
| 982 | 1 | |
| 981 | 1 |
Avg_Open_To_Buy
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 233 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4978.2373 |
| Minimum | 2119 |
|---|---|
| Maximum | 9760 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 2119 |
|---|---|
| 5-th percentile | 2316.75 |
| Q1 | 3119.75 |
| median | 4444.5 |
| Q3 | 6766 |
| 95-th percentile | 8636.25 |
| Maximum | 9760 |
| Range | 7641 |
| Interquartile range (IQR) | 3646.25 |
Descriptive statistics
| Standard deviation | 2102.8769 |
|---|---|
| Coefficient of variation (CV) | 0.42241396 |
| Kurtosis | -1.0717561 |
| Mean | 4978.2373 |
| Median Absolute Deviation (MAD) | 1656.5 |
| Skewness | 0.45741872 |
| Sum | 1174864 |
| Variance | 4422091.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3495 | 2 | 0.8% |
| 2776 | 2 | 0.8% |
| 2732 | 2 | 0.8% |
| 2980 | 1 | 0.4% |
| 2218 | 1 | 0.4% |
| 6859 | 1 | 0.4% |
| 2984 | 1 | 0.4% |
| 6423 | 1 | 0.4% |
| 5093 | 1 | 0.4% |
| 4383 | 1 | 0.4% |
| Other values (223) | 223 |
| Value | Count | Frequency (%) |
| 2119 | 1 | |
| 2127 | 1 | |
| 2152 | 1 | |
| 2178 | 1 | |
| 2192 | 1 | |
| 2201 | 1 | |
| 2209 | 1 | |
| 2218 | 1 | |
| 2242 | 1 | |
| 2263 | 1 |
| Value | Count | Frequency (%) |
| 9760 | 1 | |
| 9225 | 1 | |
| 9177 | 1 | |
| 9107 | 1 | |
| 9086 | 1 | |
| 8961 | 1 | |
| 8959 | 1 | |
| 8890 | 1 | |
| 8855 | 1 | |
| 8762 | 1 |
Total_Amt_Chng_Q4_Q1
Real number (ℝ)
| Distinct | 197 |
|---|---|
| Distinct (%) | 83.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.74569068 |
| Minimum | 0.304 |
|---|---|
| Maximum | 2.275 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0.304 |
|---|---|
| 5-th percentile | 0.4785 |
| Q1 | 0.63 |
| median | 0.7215 |
| Q3 | 0.84775 |
| 95-th percentile | 1.02525 |
| Maximum | 2.275 |
| Range | 1.971 |
| Interquartile range (IQR) | 0.21775 |
Descriptive statistics
| Standard deviation | 0.21151698 |
|---|---|
| Coefficient of variation (CV) | 0.28365244 |
| Kurtosis | 13.168707 |
| Mean | 0.74569068 |
| Median Absolute Deviation (MAD) | 0.112 |
| Skewness | 2.2960527 |
| Sum | 175.983 |
| Variance | 0.044739432 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.504 | 3 | 1.3% |
| 0.681 | 3 | 1.3% |
| 0.765 | 3 | 1.3% |
| 0.731 | 3 | 1.3% |
| 0.647 | 3 | 1.3% |
| 0.673 | 3 | 1.3% |
| 0.604 | 3 | 1.3% |
| 0.958 | 2 | 0.8% |
| 0.485 | 2 | 0.8% |
| 0.815 | 2 | 0.8% |
| Other values (187) | 209 |
| Value | Count | Frequency (%) |
| 0.304 | 1 | |
| 0.307 | 1 | |
| 0.35 | 1 | |
| 0.396 | 1 | |
| 0.417 | 1 | |
| 0.422 | 1 | |
| 0.432 | 1 | |
| 0.433 | 1 | |
| 0.446 | 1 | |
| 0.456 | 1 |
| Value | Count | Frequency (%) |
| 2.275 | 1 | |
| 1.705 | 1 | |
| 1.608 | 1 | |
| 1.32 | 1 | |
| 1.193 | 1 | |
| 1.084 | 1 | |
| 1.079 | 1 | |
| 1.072 | 1 | |
| 1.057 | 1 | |
| 1.052 | 1 |
Total_Trans_Amt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 227 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4756.6525 |
| Minimum | 791 |
|---|---|
| Maximum | 16737 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 791 |
|---|---|
| 5-th percentile | 1195.25 |
| Q1 | 2329.25 |
| median | 3967.5 |
| Q3 | 4837.5 |
| 95-th percentile | 14800.5 |
| Maximum | 16737 |
| Range | 15946 |
| Interquartile range (IQR) | 2508.25 |
Descriptive statistics
| Standard deviation | 3914.1169 |
|---|---|
| Coefficient of variation (CV) | 0.82287216 |
| Kurtosis | 2.4703346 |
| Mean | 4756.6525 |
| Median Absolute Deviation (MAD) | 1234 |
| Skewness | 1.8491939 |
| Sum | 1122570 |
| Variance | 15320311 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4077 | 2 | 0.8% |
| 2051 | 2 | 0.8% |
| 2781 | 2 | 0.8% |
| 3877 | 2 | 0.8% |
| 1193 | 2 | 0.8% |
| 14596 | 2 | 0.8% |
| 4828 | 2 | 0.8% |
| 4121 | 2 | 0.8% |
| 4399 | 2 | 0.8% |
| 3100 | 1 | 0.4% |
| Other values (217) | 217 |
| Value | Count | Frequency (%) |
| 791 | 1 | |
| 842 | 1 | |
| 870 | 1 | |
| 911 | 1 | |
| 931 | 1 | |
| 990 | 1 | |
| 999 | 1 | |
| 1002 | 1 | |
| 1138 | 1 | |
| 1165 | 1 |
| Value | Count | Frequency (%) |
| 16737 | 1 | |
| 16732 | 1 | |
| 16179 | 1 | |
| 15903 | 1 | |
| 15865 | 1 | |
| 15471 | 1 | |
| 15443 | 1 | |
| 15380 | 1 | |
| 15352 | 1 | |
| 15102 | 1 |
Total_Trans_Ct
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 90 |
|---|---|
| Distinct (%) | 38.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.177966 |
| Minimum | 18 |
|---|---|
| Maximum | 124 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 27.75 |
| Q1 | 47.75 |
| median | 70 |
| Q3 | 82 |
| 95-th percentile | 109 |
| Maximum | 124 |
| Range | 106 |
| Interquartile range (IQR) | 34.25 |
Descriptive statistics
| Standard deviation | 24.635256 |
|---|---|
| Coefficient of variation (CV) | 0.36671632 |
| Kurtosis | -0.60437872 |
| Mean | 67.177966 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.041867287 |
| Sum | 15854 |
| Variance | 606.89585 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 81 | 9 | 3.8% |
| 79 | 8 | 3.4% |
| 77 | 8 | 3.4% |
| 38 | 8 | 3.4% |
| 88 | 7 | 3.0% |
| 59 | 6 | 2.5% |
| 75 | 6 | 2.5% |
| 74 | 5 | 2.1% |
| 70 | 5 | 2.1% |
| 35 | 5 | 2.1% |
| Other values (80) | 169 |
| Value | Count | Frequency (%) |
| 18 | 1 | 0.4% |
| 21 | 1 | 0.4% |
| 22 | 3 | |
| 24 | 3 | |
| 25 | 1 | 0.4% |
| 26 | 2 | |
| 27 | 1 | 0.4% |
| 28 | 4 | |
| 30 | 2 | |
| 31 | 4 |
| Value | Count | Frequency (%) |
| 124 | 1 | 0.4% |
| 123 | 1 | 0.4% |
| 122 | 2 | |
| 120 | 2 | |
| 117 | 1 | 0.4% |
| 116 | 1 | 0.4% |
| 115 | 1 | 0.4% |
| 111 | 1 | 0.4% |
| 110 | 1 | 0.4% |
| 109 | 3 |
Total_Ct_Chng_Q4_Q1
Real number (ℝ)
| Distinct | 178 |
|---|---|
| Distinct (%) | 75.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.68417797 |
| Minimum | 0.097 |
|---|---|
| Maximum | 1.571 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0.097 |
|---|---|
| 5-th percentile | 0.34275 |
| Q1 | 0.57325 |
| median | 0.6835 |
| Q3 | 0.78475 |
| 95-th percentile | 1 |
| Maximum | 1.571 |
| Range | 1.474 |
| Interquartile range (IQR) | 0.2115 |
Descriptive statistics
| Standard deviation | 0.21044331 |
|---|---|
| Coefficient of variation (CV) | 0.30758562 |
| Kurtosis | 2.4503874 |
| Mean | 0.68417797 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | 0.65902102 |
| Sum | 161.466 |
| Variance | 0.044286385 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5 | 6 | 2.5% |
| 0.581 | 4 | 1.7% |
| 0.556 | 4 | 1.7% |
| 0.75 | 4 | 1.7% |
| 0.727 | 3 | 1.3% |
| 0.723 | 3 | 1.3% |
| 0.733 | 3 | 1.3% |
| 0.64 | 3 | 1.3% |
| 0.722 | 3 | 1.3% |
| 0.667 | 3 | 1.3% |
| Other values (168) | 200 |
| Value | Count | Frequency (%) |
| 0.097 | 1 | |
| 0.2 | 1 | |
| 0.207 | 1 | |
| 0.231 | 1 | |
| 0.263 | 1 | |
| 0.273 | 1 | |
| 0.29 | 1 | |
| 0.3 | 1 | |
| 0.308 | 1 | |
| 0.31 | 1 |
| Value | Count | Frequency (%) |
| 1.571 | 1 | |
| 1.5 | 1 | |
| 1.417 | 1 | |
| 1.273 | 1 | |
| 1.258 | 1 | |
| 1.2 | 1 | |
| 1.147 | 1 | |
| 1.083 | 2 | |
| 1.034 | 1 | |
| 1.025 | 1 |
Avg_Utilization_Ratio
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 149 |
|---|---|
| Distinct (%) | 63.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15019915 |
| Minimum | 0.016 |
|---|---|
| Maximum | 0.314 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0.016 |
|---|---|
| 5-th percentile | 0.053 |
| Q1 | 0.09975 |
| median | 0.144 |
| Q3 | 0.189 |
| 95-th percentile | 0.27625 |
| Maximum | 0.314 |
| Range | 0.298 |
| Interquartile range (IQR) | 0.08925 |
Descriptive statistics
| Standard deviation | 0.066963936 |
|---|---|
| Coefficient of variation (CV) | 0.44583431 |
| Kurtosis | -0.32406737 |
| Mean | 0.15019915 |
| Median Absolute Deviation (MAD) | 0.045 |
| Skewness | 0.4569404 |
| Sum | 35.447 |
| Variance | 0.0044841687 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.126 | 5 | 2.1% |
| 0.109 | 5 | 2.1% |
| 0.097 | 4 | 1.7% |
| 0.216 | 4 | 1.7% |
| 0.155 | 4 | 1.7% |
| 0.102 | 4 | 1.7% |
| 0.189 | 4 | 1.7% |
| 0.158 | 4 | 1.7% |
| 0.053 | 3 | 1.3% |
| 0.122 | 3 | 1.3% |
| Other values (139) | 196 |
| Value | Count | Frequency (%) |
| 0.016 | 1 | 0.4% |
| 0.017 | 1 | 0.4% |
| 0.02 | 2 | |
| 0.037 | 1 | 0.4% |
| 0.039 | 1 | 0.4% |
| 0.04 | 1 | 0.4% |
| 0.042 | 1 | 0.4% |
| 0.044 | 1 | 0.4% |
| 0.05 | 1 | 0.4% |
| 0.053 | 3 |
| Value | Count | Frequency (%) |
| 0.314 | 1 | |
| 0.313 | 1 | |
| 0.309 | 1 | |
| 0.306 | 2 | |
| 0.304 | 1 | |
| 0.3 | 1 | |
| 0.296 | 1 | |
| 0.294 | 1 | |
| 0.279 | 1 | |
| 0.278 | 1 |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 175 |
|---|---|
| Distinct (%) | 74.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.21109205 |
| Minimum | 2.0889 × 10-5 |
|---|---|
| Maximum | 0.99893 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 2.0889 × 10-5 |
|---|---|
| 5-th percentile | 4.633925 × 10-5 |
| Q1 | 0.000100661 |
| median | 0.000195395 |
| Q3 | 0.00052052 |
| 95-th percentile | 0.9971875 |
| Maximum | 0.99893 |
| Range | 0.99890911 |
| Interquartile range (IQR) | 0.000419859 |
Descriptive statistics
| Standard deviation | 0.40762891 |
|---|---|
| Coefficient of variation (CV) | 1.9310481 |
| Kurtosis | 0.01456094 |
| Mean | 0.21109205 |
| Median Absolute Deviation (MAD) | 0.000122262 |
| Skewness | 1.4193182 |
| Sum | 49.817725 |
| Variance | 0.16616133 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.00018665 | 6 | 2.5% |
| 0.00019864 | 5 | 2.1% |
| 0.99499 | 5 | 2.1% |
| 3.3214 × 10-5 | 4 | 1.7% |
| 0.00031104 | 4 | 1.7% |
| 0.00020424 | 3 | 1.3% |
| 0.00017486 | 3 | 1.3% |
| 0.00017987 | 3 | 1.3% |
| 0.99683 | 3 | 1.3% |
| 0.00011382 | 3 | 1.3% |
| Other values (165) | 197 |
| Value | Count | Frequency (%) |
| 2.0889 × 10-5 | 1 | 0.4% |
| 2.1081 × 10-5 | 1 | 0.4% |
| 2.2331 × 10-5 | 1 | 0.4% |
| 3.0307 × 10-5 | 1 | 0.4% |
| 3.1176 × 10-5 | 1 | 0.4% |
| 3.3214 × 10-5 | 4 | |
| 3.4833 × 10-5 | 1 | 0.4% |
| 4.3568 × 10-5 | 2 | |
| 4.7263 × 10-5 | 1 | 0.4% |
| 5.0256 × 10-5 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 0.99893 | 1 | |
| 0.99873 | 1 | |
| 0.99844 | 1 | |
| 0.99838 | 1 | |
| 0.99821 | 1 | |
| 0.99818 | 1 | |
| 0.99808 | 1 | |
| 0.99807 | 1 | |
| 0.99794 | 1 | |
| 0.9978 | 1 |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 87 |
|---|---|
| Distinct (%) | 36.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7889077 |
| Minimum | 0.00106612 |
|---|---|
| Maximum | 0.99998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0.00106612 |
|---|---|
| 5-th percentile | 0.0028141125 |
| Q1 | 0.99948 |
| median | 0.999805 |
| Q3 | 0.9999 |
| 95-th percentile | 0.9999525 |
| Maximum | 0.99998 |
| Range | 0.99891388 |
| Interquartile range (IQR) | 0.00042 |
Descriptive statistics
| Standard deviation | 0.40762891 |
|---|---|
| Coefficient of variation (CV) | 0.51670039 |
| Kurtosis | 0.014560951 |
| Mean | 0.7889077 |
| Median Absolute Deviation (MAD) | 0.000125 |
| Skewness | -1.4193182 |
| Sum | 186.18222 |
| Variance | 0.16616133 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.99993 | 16 | 6.8% |
| 0.99989 | 15 | 6.4% |
| 0.99981 | 12 | 5.1% |
| 0.9998 | 12 | 5.1% |
| 0.99969 | 10 | 4.2% |
| 0.99994 | 10 | 4.2% |
| 0.99983 | 9 | 3.8% |
| 0.99991 | 8 | 3.4% |
| 0.99997 | 7 | 3.0% |
| 0.99982 | 6 | 2.5% |
| Other values (77) | 131 |
| Value | Count | Frequency (%) |
| 0.00106612 | 1 | |
| 0.00127462 | 1 | |
| 0.00155735 | 1 | |
| 0.00162275 | 1 | |
| 0.00179304 | 1 | |
| 0.00182139 | 1 | |
| 0.00191647 | 1 | |
| 0.00193323 | 1 | |
| 0.00205937 | 1 | |
| 0.00219584 | 1 |
| Value | Count | Frequency (%) |
| 0.99998 | 3 | 1.3% |
| 0.99997 | 7 | |
| 0.99996 | 2 | 0.8% |
| 0.99995 | 4 | 1.7% |
| 0.99994 | 10 | |
| 0.99993 | 16 | |
| 0.99992 | 4 | 1.7% |
| 0.99991 | 8 | |
| 0.9999 | 6 | 2.5% |
| 0.99989 | 15 |
| CLIENTNUM | Customer_Age | Dependent_count | Months_on_book | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | Attrition_Flag | Gender | Education_Level | Marital_Status | Income_Category | Total_Relationship_Count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIENTNUM | 1.000 | -0.001 | -0.144 | 0.090 | -0.080 | 0.046 | 0.003 | -0.141 | 0.016 | 0.088 | 0.062 | 0.100 | 0.028 | -0.070 | -0.023 | 0.023 | 0.000 | 0.137 | 0.000 | 0.000 | 0.072 | 0.105 |
| Customer_Age | -0.001 | 1.000 | -0.212 | 0.773 | 0.038 | 0.071 | -0.014 | -0.080 | -0.013 | 0.066 | -0.017 | -0.099 | -0.070 | -0.006 | 0.098 | -0.100 | 0.000 | 0.000 | 0.000 | 0.144 | 0.000 | 0.064 |
| Dependent_count | -0.144 | -0.212 | 1.000 | -0.153 | 0.008 | 0.024 | 0.076 | -0.053 | 0.081 | 0.058 | 0.146 | 0.084 | 0.031 | -0.098 | 0.106 | -0.102 | 0.039 | 0.000 | 0.065 | 0.000 | 0.040 | 0.000 |
| Months_on_book | 0.090 | 0.773 | -0.153 | 1.000 | 0.074 | 0.074 | -0.044 | -0.116 | -0.035 | 0.073 | 0.066 | -0.035 | -0.098 | -0.004 | 0.110 | -0.110 | 0.082 | 0.000 | 0.000 | 0.095 | 0.000 | 0.000 |
| Months_Inactive_12_mon | -0.080 | 0.038 | 0.008 | 0.074 | 1.000 | 0.073 | -0.032 | -0.081 | -0.023 | 0.027 | -0.036 | -0.079 | -0.049 | -0.018 | 0.540 | -0.542 | 0.292 | 0.107 | 0.000 | 0.000 | 0.080 | 0.000 |
| Contacts_Count_12_mon | 0.046 | 0.071 | 0.024 | 0.074 | 0.073 | 1.000 | -0.034 | -0.142 | -0.023 | 0.058 | -0.156 | -0.149 | -0.064 | -0.018 | 0.647 | -0.648 | 0.175 | 0.000 | 0.080 | 0.000 | 0.000 | 0.119 |
| Credit_Limit | 0.003 | -0.014 | 0.076 | -0.044 | -0.032 | -0.034 | 1.000 | -0.008 | 0.994 | 0.054 | -0.001 | -0.021 | -0.076 | -0.824 | -0.063 | 0.060 | 0.157 | 0.286 | 0.023 | 0.080 | 0.182 | 0.000 |
| Total_Revolving_Bal | -0.141 | -0.080 | -0.053 | -0.116 | -0.081 | -0.142 | -0.008 | 1.000 | -0.101 | 0.017 | 0.138 | 0.187 | 0.095 | 0.503 | -0.241 | 0.242 | 0.562 | 0.000 | 0.079 | 0.150 | 0.012 | 0.077 |
| Avg_Open_To_Buy | 0.016 | -0.013 | 0.081 | -0.035 | -0.023 | -0.023 | 0.994 | -0.101 | 1.000 | 0.045 | -0.019 | -0.045 | -0.092 | -0.875 | -0.034 | 0.032 | 0.000 | 0.269 | 0.000 | 0.122 | 0.150 | 0.040 |
| Total_Amt_Chng_Q4_Q1 | 0.088 | 0.066 | 0.058 | 0.073 | 0.027 | 0.058 | 0.054 | 0.017 | 0.045 | 1.000 | 0.107 | 0.029 | 0.239 | -0.019 | 0.087 | -0.084 | 0.172 | 0.000 | 0.000 | 0.043 | 0.041 | 0.009 |
| Total_Trans_Amt | 0.062 | -0.017 | 0.146 | 0.066 | -0.036 | -0.156 | -0.001 | 0.138 | -0.019 | 0.107 | 1.000 | 0.886 | 0.295 | 0.108 | -0.284 | 0.286 | 0.430 | 0.000 | 0.070 | 0.000 | 0.000 | 0.238 |
| Total_Trans_Ct | 0.100 | -0.099 | 0.084 | -0.035 | -0.079 | -0.149 | -0.021 | 0.187 | -0.045 | 0.029 | 0.886 | 1.000 | 0.278 | 0.159 | -0.386 | 0.386 | 0.577 | 0.000 | 0.000 | 0.017 | 0.047 | 0.172 |
| Total_Ct_Chng_Q4_Q1 | 0.028 | -0.070 | 0.031 | -0.098 | -0.049 | -0.064 | -0.076 | 0.095 | -0.092 | 0.239 | 0.295 | 0.278 | 1.000 | 0.143 | -0.208 | 0.208 | 0.373 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 |
| Avg_Utilization_Ratio | -0.070 | -0.006 | -0.098 | -0.004 | -0.018 | -0.018 | -0.824 | 0.503 | -0.875 | -0.019 | 0.108 | 0.159 | 0.143 | 1.000 | -0.112 | 0.114 | 0.469 | 0.169 | 0.127 | 0.159 | 0.070 | 0.136 |
| Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | -0.023 | 0.098 | 0.106 | 0.110 | 0.540 | 0.647 | -0.063 | -0.241 | -0.034 | 0.087 | -0.284 | -0.386 | -0.208 | -0.112 | 1.000 | -0.999 | 0.987 | 0.000 | 0.000 | 0.129 | 0.074 | 0.186 |
| Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | 0.023 | -0.100 | -0.102 | -0.110 | -0.542 | -0.648 | 0.060 | 0.242 | 0.032 | -0.084 | 0.286 | 0.386 | 0.208 | 0.114 | -0.999 | 1.000 | 0.987 | 0.000 | 0.000 | 0.129 | 0.074 | 0.186 |
| Attrition_Flag | 0.000 | 0.000 | 0.039 | 0.082 | 0.292 | 0.175 | 0.157 | 0.562 | 0.000 | 0.172 | 0.430 | 0.577 | 0.373 | 0.469 | 0.987 | 0.987 | 1.000 | 0.000 | 0.000 | 0.129 | 0.074 | 0.186 |
| Gender | 0.137 | 0.000 | 0.000 | 0.000 | 0.107 | 0.000 | 0.286 | 0.000 | 0.269 | 0.000 | 0.000 | 0.000 | 0.000 | 0.169 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.812 | 0.000 |
| Education_Level | 0.000 | 0.000 | 0.065 | 0.000 | 0.000 | 0.080 | 0.023 | 0.079 | 0.000 | 0.000 | 0.070 | 0.000 | 0.000 | 0.127 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| Marital_Status | 0.000 | 0.144 | 0.000 | 0.095 | 0.000 | 0.000 | 0.080 | 0.150 | 0.122 | 0.043 | 0.000 | 0.017 | 0.000 | 0.159 | 0.129 | 0.129 | 0.129 | 0.000 | 0.000 | 1.000 | 0.000 | 0.048 |
| Income_Category | 0.072 | 0.000 | 0.040 | 0.000 | 0.080 | 0.000 | 0.182 | 0.012 | 0.150 | 0.041 | 0.000 | 0.047 | 0.035 | 0.070 | 0.074 | 0.074 | 0.074 | 0.812 | 0.000 | 0.000 | 1.000 | 0.000 |
| Total_Relationship_Count | 0.105 | 0.064 | 0.000 | 0.000 | 0.000 | 0.119 | 0.000 | 0.077 | 0.040 | 0.009 | 0.238 | 0.172 | 0.000 | 0.136 | 0.186 | 0.186 | 0.186 | 0.000 | 0.000 | 0.048 | 0.000 | 1.000 |
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 22 | 784725333 | Existing Customer | 41 | M | 3 | High School | Married | $40K - $60K | Blue | 33 | 4 | 2 | 1 | 4470.0 | 680 | 3790.0 | 1.608 | 931 | 18 | 1.571 | 0.152 | 0.000069 | 0.999930 |
| 38 | 715190283 | Existing Customer | 57 | F | 1 | Graduate | Unknown | $40K - $60K | Blue | 49 | 3 | 3 | 2 | 3672.0 | 886 | 2786.0 | 1.320 | 1464 | 28 | 0.556 | 0.241 | 0.000169 | 0.999830 |
| 58 | 711427458 | Existing Customer | 44 | F | 5 | Graduate | Married | Unknown | Blue | 35 | 4 | 1 | 2 | 6273.0 | 978 | 5295.0 | 2.275 | 1359 | 25 | 1.083 | 0.156 | 0.000057 | 0.999940 |
| 134 | 711402333 | Existing Customer | 47 | M | 2 | Doctorate | Single | Less than $40K | Blue | 37 | 2 | 1 | 3 | 3235.0 | 797 | 2438.0 | 0.541 | 1493 | 32 | 1.000 | 0.246 | 0.000134 | 0.999870 |
| 179 | 710829108 | Existing Customer | 59 | F | 1 | Uneducated | Married | $40K - $60K | Blue | 36 | 4 | 2 | 3 | 3356.0 | 985 | 2371.0 | 0.350 | 999 | 28 | 0.556 | 0.294 | 0.000185 | 0.999820 |
| 195 | 720476733 | Existing Customer | 47 | F | 3 | High School | Married | Less than $40K | Blue | 34 | 2 | 1 | 2 | 6028.0 | 799 | 5229.0 | 0.819 | 1002 | 22 | 0.571 | 0.133 | 0.000056 | 0.999940 |
| 258 | 714187533 | Existing Customer | 45 | F | 2 | Uneducated | Single | $40K - $60K | Blue | 35 | 2 | 3 | 0 | 3540.0 | 849 | 2691.0 | 0.456 | 1321 | 28 | 0.750 | 0.240 | 0.000068 | 0.999930 |
| 509 | 716223708 | Attrited Customer | 45 | F | 3 | Uneducated | Single | Unknown | Blue | 36 | 3 | 3 | 3 | 4028.0 | 710 | 3318.0 | 0.731 | 791 | 22 | 0.833 | 0.176 | 0.996910 | 0.003088 |
| 573 | 715416633 | Existing Customer | 54 | M | 1 | Unknown | Married | $80K - $120K | Blue | 36 | 4 | 1 | 2 | 6175.0 | 960 | 5215.0 | 0.709 | 1847 | 59 | 0.405 | 0.155 | 0.000057 | 0.999940 |
| 622 | 711628458 | Existing Customer | 45 | F | 3 | Graduate | Married | Less than $40K | Blue | 31 | 4 | 1 | 0 | 8829.0 | 901 | 7928.0 | 0.825 | 1902 | 45 | 0.667 | 0.102 | 0.000021 | 0.999980 |
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9875 | 718299933 | Existing Customer | 42 | M | 3 | High School | Married | $40K - $60K | Blue | 30 | 3 | 3 | 4 | 4333.0 | 739 | 3594.0 | 0.690 | 15903 | 100 | 0.754 | 0.171 | 0.000521 | 0.999480 |
| 9895 | 708880683 | Existing Customer | 49 | M | 5 | College | Married | $40K - $60K | Blue | 40 | 4 | 3 | 4 | 3970.0 | 892 | 3078.0 | 0.772 | 13697 | 102 | 0.759 | 0.225 | 0.000518 | 0.999480 |
| 9929 | 779082633 | Existing Customer | 30 | M | 2 | Uneducated | Single | $60K - $80K | Blue | 13 | 3 | 2 | 3 | 4107.0 | 979 | 3128.0 | 0.647 | 14596 | 104 | 0.733 | 0.238 | 0.000197 | 0.999800 |
| 9936 | 709977933 | Attrited Customer | 52 | M | 5 | Uneducated | Married | $80K - $120K | Blue | 44 | 2 | 3 | 4 | 9959.0 | 199 | 9760.0 | 1.003 | 8517 | 60 | 0.500 | 0.020 | 0.998180 | 0.001821 |
| 9993 | 719934783 | Existing Customer | 43 | M | 3 | Doctorate | Married | $80K - $120K | Blue | 27 | 4 | 2 | 2 | 3676.0 | 673 | 3003.0 | 0.629 | 14651 | 105 | 0.780 | 0.183 | 0.000171 | 0.999830 |
| 10037 | 789398733 | Existing Customer | 56 | M | 3 | Graduate | Married | $120K + | Blue | 46 | 3 | 3 | 2 | 5270.0 | 779 | 4491.0 | 0.731 | 16179 | 105 | 0.694 | 0.148 | 0.000187 | 0.999810 |
| 10041 | 767348733 | Existing Customer | 56 | M | 2 | Unknown | Married | $60K - $80K | Blue | 49 | 3 | 3 | 3 | 4058.0 | 793 | 3265.0 | 0.758 | 15865 | 105 | 0.667 | 0.195 | 0.000333 | 0.999670 |
| 10087 | 713768358 | Existing Customer | 45 | M | 4 | Graduate | Single | $40K - $60K | Blue | 35 | 3 | 2 | 2 | 7935.0 | 888 | 7047.0 | 0.779 | 15380 | 122 | 0.694 | 0.112 | 0.000119 | 0.999880 |
| 10099 | 709094358 | Existing Customer | 51 | F | 1 | Graduate | Single | Less than $40K | Blue | 41 | 4 | 2 | 3 | 8900.0 | 798 | 8102.0 | 0.647 | 16737 | 88 | 0.660 | 0.090 | 0.000180 | 0.999820 |
| 10121 | 713899383 | Existing Customer | 56 | F | 1 | Graduate | Single | Less than $40K | Blue | 50 | 4 | 1 | 4 | 3688.0 | 606 | 3082.0 | 0.570 | 14596 | 120 | 0.791 | 0.164 | 0.000148 | 0.999850 |